Pandas Profiling Report

Dataset statistics

Number of variables	23
Number of observations	44991
Missing cells	34278
Missing cells (%)	3.3%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	7.9 MiB
Average record size in memory	184.0 B

Variable types

Numeric	22
Categorical	1

Alerts

`Var113` is highly correlated with `Var153`	High correlation
`Var81` is highly correlated with `Var133` and 2 other fields	High correlation
`Var73` is highly correlated with `Var125` and 2 other fields	High correlation
`Var133` is highly correlated with `Var81` and 2 other fields	High correlation
`Var153` is highly correlated with `Var113` and 5 other fields	High correlation
`Var6` is highly correlated with `Var119` and 1 other fields	High correlation
`Var38` is highly correlated with `Var81` and 2 other fields	High correlation
`Var125` is highly correlated with `Var73` and 2 other fields	High correlation
`Var119` is highly correlated with `Var6` and 2 other fields	High correlation
`Var76` is highly correlated with `Var133` and 1 other fields	High correlation
`Var21` is highly correlated with `Var6` and 2 other fields	High correlation
`Var140` is highly correlated with `Var73` and 2 other fields	High correlation
`Var160` is highly correlated with `Var119` and 1 other fields	High correlation
`Var13` is highly correlated with `Var73` and 2 other fields	High correlation
`Var123` is highly correlated with `Var153` and 1 other fields	High correlation
`Var81` is highly correlated with `Var153`	High correlation
`Var133` is highly correlated with `Var153` and 1 other fields	High correlation
`Var153` is highly correlated with `Var81` and 3 other fields	High correlation
`Var6` is highly correlated with `Var119` and 3 other fields	High correlation
`Var38` is highly correlated with `Var153`	High correlation
`Var119` is highly correlated with `Var6` and 3 other fields	High correlation
`Var76` is highly correlated with `Var133` and 1 other fields	High correlation
`Var21` is highly correlated with `Var6` and 3 other fields	High correlation
`Var160` is highly correlated with `Var6` and 3 other fields	High correlation
`Var123` is highly correlated with `Var6` and 3 other fields	High correlation
`Var81` is highly correlated with `Var153`	High correlation
`Var73` is highly correlated with `Var13`	High correlation
`Var133` is highly correlated with `Var153` and 1 other fields	High correlation
`Var153` is highly correlated with `Var81` and 2 other fields	High correlation
`Var6` is highly correlated with `Var119`	High correlation
`Var38` is highly correlated with `Var153` and 1 other fields	High correlation
`Var119` is highly correlated with `Var6` and 2 other fields	High correlation
`Var76` is highly correlated with `Var133`	High correlation
`Var21` is highly correlated with `Var119` and 1 other fields	High correlation
`Var140` is highly correlated with `Var13`	High correlation
`Var160` is highly correlated with `Var119` and 1 other fields	High correlation
`Var13` is highly correlated with `Var73` and 1 other fields	High correlation
`Var123` is highly correlated with `Var38`	High correlation
`Var113` is highly correlated with `Var153`	High correlation
`Var126` is highly correlated with `Var73`	High correlation
`Var73` is highly correlated with `Var126`	High correlation
`Var133` is highly correlated with `Var153` and 2 other fields	High correlation
`Var153` is highly correlated with `Var113` and 3 other fields	High correlation
`Var6` is highly correlated with `Var119` and 3 other fields	High correlation
`Var38` is highly correlated with `Var133` and 1 other fields	High correlation
`Var119` is highly correlated with `Var6` and 3 other fields	High correlation
`Var76` is highly correlated with `Var133` and 1 other fields	High correlation
`Var21` is highly correlated with `Var6` and 3 other fields	High correlation
`Var160` is highly correlated with `Var6` and 3 other fields	High correlation
`Var123` is highly correlated with `Var6` and 3 other fields	High correlation
`Var126` has 13235 (29.4%) missing values	Missing
`Var81` has 520 (1.2%) missing values	Missing
`Var6` has 520 (1.2%) missing values	Missing
`Var125` has 530 (1.2%) missing values	Missing
`Var119` has 520 (1.2%) missing values	Missing
`Var94` has 17371 (38.6%) missing values	Missing
`Var21` has 520 (1.2%) missing values	Missing
`Var140` has 530 (1.2%) missing values	Missing
`Var13` has 530 (1.2%) missing values	Missing
`Var6` is highly skewed (γ1 = 20.52705486)	Skewed
`Var125` is highly skewed (γ1 = 25.48195691)	Skewed
`Var119` is highly skewed (γ1 = 22.45950376)	Skewed
`Var21` is highly skewed (γ1 = 23.7327518)	Skewed
`Var140` is highly skewed (γ1 = 53.18814161)	Skewed
`Var160` is highly skewed (γ1 = 20.52796943)	Skewed
`Var123` is highly skewed (γ1 = 28.35425188)	Skewed
`Unnamed: 0` is uniformly distributed	Uniform
`Unnamed: 0` has unique values	Unique
`Var113` has 826 (1.8%) zeros	Zeros
`Var81` has 666 (1.5%) zeros	Zeros
`Var133` has 3848 (8.6%) zeros	Zeros
`Var153` has 2221 (4.9%) zeros	Zeros
`Var6` has 976 (2.2%) zeros	Zeros
`Var38` has 9405 (20.9%) zeros	Zeros
`Var134` has 6629 (14.7%) zeros	Zeros
`Var125` has 10134 (22.5%) zeros	Zeros
`Var119` has 1181 (2.6%) zeros	Zeros
`Var76` has 7076 (15.7%) zeros	Zeros
`Var94` has 517 (1.1%) zeros	Zeros
`Var21` has 1815 (4.0%) zeros	Zeros
`Var140` has 13090 (29.1%) zeros	Zeros
`Var160` has 3848 (8.6%) zeros	Zeros
`Var13` has 12258 (27.2%) zeros	Zeros
`Var123` has 9405 (20.9%) zeros	Zeros

Reproduction

Analysis started	2022-05-17 18:08:58.453663
Analysis finished	2022-05-17 18:10:41.918344
Duration	1 minute and 43.46 seconds
Software version	pandas-profiling v3.1.0
Download configuration	config.json

Unnamed: 0
Real number (ℝ_≥0)

UNIFORM
UNIQUE

Distinct	44991
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	24987.06599

Minimum	0
Maximum	49999
Zeros	1
Zeros (%)	< 0.1%
Negative	0
Negative (%)	0.0%
Memory size	351.6 KiB

Quantile statistics

Minimum	0
5-th percentile	2474
Q1	12475.5
median	24981
Q3	37496.5
95-th percentile	47479.5
Maximum	49999
Range	49999
Interquartile range (IQR)	25021

Descriptive statistics

Standard deviation	14436.09518
Coefficient of variation (CV)	0.5777427082
Kurtosis	-1.200598346
Mean	24987.06599
Median Absolute Deviation (MAD)	12511
Skewness	-0.001231727363
Sum	1124193086
Variance	208400843.9
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2047	1	< 0.1%
1290	1	< 0.1%
36123	1	< 0.1%
34074	1	< 0.1%
38168	1	< 0.1%
11535	1	< 0.1%
9486	1	< 0.1%
15629	1	< 0.1%
13580	1	< 0.1%
3339	1	< 0.1%
Other values (44981)	44981	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%
5	1	< 0.1%
6	1	< 0.1%
7	1	< 0.1%
8	1	< 0.1%
9	1	< 0.1%

Value	Count	Frequency (%)
49999	1	< 0.1%
49997	1	< 0.1%
49996	1	< 0.1%
49995	1	< 0.1%
49994	1	< 0.1%
49993	1	< 0.1%
49992	1	< 0.1%
49991	1	< 0.1%
49990	1	< 0.1%
49989	1	< 0.1%

Var113
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	43682
Distinct (%)	97.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-24202.5875

Minimum	-9803600
Maximum	9932480
Zeros	826
Zeros (%)	1.8%
Negative	16369
Negative (%)	36.4%
Memory size	351.6 KiB

Quantile statistics

Minimum	-9803600
5-th percentile	-1054086
Q1	-77701.4
median	56124.8
Q3	157702.6
95-th percentile	501904
Maximum	9932480
Range	19736080
Interquartile range (IQR)	235404

Descriptive statistics

Standard deviation	548663.2072
Coefficient of variation (CV)	-22.66960949
Kurtosis	44.65747511
Mean	-24202.5875
Median Absolute Deviation (MAD)	112086.8
Skewness	-0.004994215668
Sum	-1088898614
Variance	3.01031315 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	826	1.8%
-80196.8	3	< 0.1%
118363.6	3	< 0.1%
45211.2	3	< 0.1%
114611.6	3	< 0.1%
470800	2	< 0.1%
178161.2	2	< 0.1%
76182.4	2	< 0.1%
17518.56	2	< 0.1%
151426.4	2	< 0.1%
Other values (43672)	44143	98.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-9803600	1	< 0.1%
-9461960	1	< 0.1%
-8229480	1	< 0.1%
-8127960	1	< 0.1%
-8126720	1	< 0.1%
-7799920	1	< 0.1%
-6978480	1	< 0.1%
-6974840	1	< 0.1%
-6861920	1	< 0.1%
-6789200	1	< 0.1%

Value	Count	Frequency (%)
9932480	1	< 0.1%
9889560	1	< 0.1%
9823440	1	< 0.1%
9537640	1	< 0.1%
9278480	1	< 0.1%
9088200	1	< 0.1%
9024600	1	< 0.1%
8768320	1	< 0.1%
8703400	1	< 0.1%
8342920	1	< 0.1%

Var57
Real number (ℝ_≥0)

Distinct	24400
Distinct (%)	54.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.512906197

Minimum	0.0002136296
Maximum	7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	351.6 KiB

Quantile statistics

Minimum	0.0002136296
5-th percentile	0.3452254
Q1	1.7395855
median	3.51677
Q3	5.269387
95-th percentile	6.652318
Maximum	7
Range	6.99978637
Interquartile range (IQR)	3.5298015

Descriptive statistics

Standard deviation	2.028756578
Coefficient of variation (CV)	0.5775151581
Kurtosis	-1.207708296
Mean	3.512906197
Median Absolute Deviation (MAD)	1.765862
Skewness	-0.009551770631
Sum	158049.1627
Variance	4.115853253
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.463576	8	< 0.1%
1.212348	8	< 0.1%
2.901303	7	< 0.1%
4.387951	7	< 0.1%
2.293741	7	< 0.1%
6.724418	7	< 0.1%
3.799188	7	< 0.1%
3.179662	7	< 0.1%
6.029267	7	< 0.1%
4.825037	7	< 0.1%
Other values (24390)	44919	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.0002136296	2	< 0.1%
0.0006408887	1	< 0.1%
0.0008545183	5	< 0.1%
0.001281777	2	< 0.1%
0.001709037	1	< 0.1%
0.001922666	2	< 0.1%
0.002136296	3	< 0.1%
0.002349925	1	< 0.1%
0.002563555	1	< 0.1%
0.002777184	1	< 0.1%

Value	Count	Frequency (%)
7	3	< 0.1%
6.999786	2	< 0.1%
6.999573	1	< 0.1%
6.999359	3	< 0.1%
6.999146	2	< 0.1%
6.998932	2	< 0.1%
6.998718	1	< 0.1%
6.998505	3	< 0.1%
6.998291	1	< 0.1%
6.997864	2	< 0.1%

Var126
Real number (ℝ)

HIGH CORRELATION
MISSING

Distinct	51
Distinct (%)	0.2%
Missing	13235
Missing (%)	29.4%
Infinite	0
Infinite (%)	0.0%
Mean	1.131187807

Minimum	-32
Maximum	68
Zeros	62
Zeros (%)	0.1%
Negative	12742
Negative (%)	28.3%
Memory size	351.6 KiB

Quantile statistics

Minimum	-32
5-th percentile	-30
Q1	-20
median	4
Q3	14
95-th percentile	42
Maximum	68
Range	100
Interquartile range (IQR)	34

Descriptive statistics

Standard deviation	23.17782501
Coefficient of variation (CV)	20.48981156
Kurtosis	-0.4120074795
Mean	1.131187807
Median Absolute Deviation (MAD)	20
Skewness	0.4669104235
Sum	35922
Variance	537.2115721
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4	7910	17.6%
-30	2843	6.3%
-20	1611	3.6%
-28	1380	3.1%
-22	1312	2.9%
-26	1201	2.7%
-24	1138	2.5%
6	856	1.9%
8	826	1.8%
-18	802	1.8%
Other values (41)	11877	26.4%
(Missing)	13235	29.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-32	41	0.1%
-30	2843	6.3%
-28	1380	3.1%
-26	1201	2.7%
-24	1138	2.5%
-22	1312	2.9%
-20	1611	3.6%
-18	802	1.8%
-16	216	0.5%
-14	255	0.6%

Value	Count	Frequency (%)
68	47	0.1%
66	47	0.1%
64	80	0.2%
62	88	0.2%
60	84	0.2%
58	230	0.5%
56	194	0.4%
54	130	0.3%
52	72	0.2%
50	133	0.3%

Var81
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	43042
Distinct (%)	96.8%
Missing	520
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	103084.0527

Minimum	0
Maximum	1814403
Zeros	666
Zeros (%)	1.5%
Negative	0
Negative (%)	0.0%
Memory size	351.6 KiB

Quantile statistics

Minimum	0
5-th percentile	3160.005
Q1	16356.96
median	73523.41
Q3	181977
95-th percentile	233299.65
Maximum	1814403
Range	1814403
Interquartile range (IQR)	165620.04

Descriptive statistics

Standard deviation	106272.1335
Coefficient of variation (CV)	1.030927003
Kurtosis	25.07977023
Mean	103084.0527
Median Absolute Deviation (MAD)	66026.8
Skewness	3.033414746
Sum	4584250907
Variance	1.129376637 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	666	1.5%
259200	4	< 0.1%
202639.2	3	< 0.1%
183267.3	3	< 0.1%
234340.2	3	< 0.1%
226340.7	3	< 0.1%
5489.61	3	< 0.1%
33802.8	3	< 0.1%
181803.9	3	< 0.1%
218694.9	3	< 0.1%
Other values (43032)	43777	97.3%
(Missing)	520	1.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	666	1.5%
47.061	1	< 0.1%
90	1	< 0.1%
118.494	1	< 0.1%
123	1	< 0.1%
148.233	1	< 0.1%
153.228	1	< 0.1%
158.25	1	< 0.1%
193.5	1	< 0.1%
195	1	< 0.1%

Value	Count	Frequency (%)
1814403	1	< 0.1%
1814400	2	< 0.1%
1700883	1	< 0.1%
1512264	1	< 0.1%
1430127	1	< 0.1%
1425279	1	< 0.1%
1384356	1	< 0.1%
1381638	1	< 0.1%
1380753	1	< 0.1%
1378059	1	< 0.1%

Var73
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	127
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	73.22122202

Minimum	12
Maximum	264
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	351.6 KiB

Quantile statistics

Minimum	12
5-th percentile	14
Q1	32
median	58
Q3	108
95-th percentile	174
Maximum	264
Range	252
Interquartile range (IQR)	76

Descriptive statistics

Standard deviation	51.69615032
Coefficient of variation (CV)	0.7060268716
Kurtosis	-0.1116210599
Mean	73.22122202
Median Absolute Deviation (MAD)	32
Skewness	0.8702291086
Sum	3294296
Variance	2672.491958
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16	1520	3.4%
34	1315	2.9%
32	1302	2.9%
12	1294	2.9%
14	1266	2.8%
18	1258	2.8%
28	1198	2.7%
30	1172	2.6%
58	1003	2.2%
40	971	2.2%
Other values (117)	32692	72.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
12	1294	2.9%
14	1266	2.8%
16	1520	3.4%
18	1258	2.8%
20	863	1.9%
22	894	2.0%
24	778	1.7%
26	852	1.9%
28	1198	2.7%
30	1172	2.6%

Value	Count	Frequency (%)
264	5	< 0.1%
262	5	< 0.1%
260	5	< 0.1%
258	6	< 0.1%
256	2	< 0.1%
254	1	< 0.1%
252	2	< 0.1%
250	4	< 0.1%
248	6	< 0.1%
246	6	< 0.1%

Var133
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	37603
Distinct (%)	83.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2273571.919

Minimum	0
Maximum	15009900
Zeros	3848
Zeros (%)	8.6%
Negative	0
Negative (%)	0.0%
Memory size	351.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	216807.5
median	1479810
Q3	3604725
95-th percentile	7470425
Maximum	15009900
Range	15009900
Interquartile range (IQR)	3387917.5

Descriptive statistics

Standard deviation	2438599.587
Coefficient of variation (CV)	1.072585198
Kurtosis	1.27708223
Mean	2273571.919
Median Absolute Deviation (MAD)	1406715
Skewness	1.272015946
Sum	1.022902742 × 10¹¹
Variance	5.946767944 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3848	8.6%
9504000	321	0.7%
3024000	138	0.3%
6048000	124	0.3%
1296000	116	0.3%
9072000	107	0.2%
8208000	83	0.2%
3888000	73	0.2%
12096000	63	0.1%
432000	61	0.1%
Other values (37593)	40057	89.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3848	8.6%
5	1	< 0.1%
15	1	< 0.1%
35	1	< 0.1%
55	1	< 0.1%
75	1	< 0.1%
155	1	< 0.1%
160	1	< 0.1%
165	1	< 0.1%
170	2	< 0.1%

Value	Count	Frequency (%)
15009900	1	< 0.1%
14815850	1	< 0.1%
14469400	1	< 0.1%
14268300	1	< 0.1%
14239600	1	< 0.1%
14207100	1	< 0.1%
14193500	1	< 0.1%
14188750	1	< 0.1%
14187200	1	< 0.1%
14186000	1	< 0.1%

Var153
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	36397
Distinct (%)	80.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6181967.17

Minimum	0
Maximum	13907800
Zeros	2221
Zeros (%)	4.9%
Negative	0
Negative (%)	0.0%
Memory size	351.6 KiB

Quantile statistics

Minimum	0
5-th percentile	1534
Q1	1232346
median	8131560
Q3	10373380
95-th percentile	10702940
Maximum	13907800
Range	13907800
Interquartile range (IQR)	9141034

Descriptive statistics

Standard deviation	4348926.095
Coefficient of variation (CV)	0.7034857959
Kurtosis	-1.674958651
Mean	6181967.17
Median Absolute Deviation (MAD)	2542080
Skewness	-0.29062292
Sum	2.781328849 × 10¹¹
Variance	1.891315818 × 10¹³
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2221	4.9%
10368000	246	0.5%
10713600	122	0.3%
9676800	117	0.3%
10022400	20	< 0.1%
10454680	19	< 0.1%
7257600	14	< 0.1%
10454800	11	< 0.1%
10771480	9	< 0.1%
10713640	9	< 0.1%
Other values (36387)	42203	93.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	2221	4.9%
12	1	< 0.1%
60	1	< 0.1%
120	1	< 0.1%
164	1	< 0.1%
208	1	< 0.1%
328	1	< 0.1%
372	1	< 0.1%
408	1	< 0.1%
468	1	< 0.1%

Value	Count	Frequency (%)
13907800	1	< 0.1%
13875160	1	< 0.1%
13804080	1	< 0.1%
13757200	1	< 0.1%
13724640	1	< 0.1%
13709160	1	< 0.1%
13690400	1	< 0.1%
13585360	1	< 0.1%
13564200	1	< 0.1%
13540120	1	< 0.1%

Var28
Real number (ℝ)

Distinct	4167
Distinct (%)	9.3%
Missing	2
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%
Mean	224.5076692

Minimum	-66.88
Maximum	5158.56
Zeros	388
Zeros (%)	0.9%
Negative	5
Negative (%)	< 0.1%
Memory size	351.6 KiB

Quantile statistics

Minimum	-66.88
5-th percentile	100.32
Q1	166.56
median	220.08
Q3	266.4
95-th percentile	361.408
Maximum	5158.56
Range	5225.44
Interquartile range (IQR)	99.84

Descriptive statistics

Standard deviation	98.52024028
Coefficient of variation (CV)	0.4388279503
Kurtosis	192.2093284
Mean	224.5076692
Median Absolute Deviation (MAD)	53.52
Skewness	6.196803699
Sum	10100375.53
Variance	9706.237745
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
166.56	7167	15.9%
220.08	3649	8.1%
186.64	3538	7.9%
253.52	2994	6.7%
200	2827	6.3%
133.12	2187	4.9%
286.96	1870	4.2%
233.44	914	2.0%
0	388	0.9%
320.4	368	0.8%
Other values (4157)	19087	42.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-66.88	1	< 0.1%
-46.8	1	< 0.1%
-33.52	1	< 0.1%
-33.44	1	< 0.1%
-20.08	1	< 0.1%
0	388	0.9%
0.08	2	< 0.1%
0.24528	1	< 0.1%
0.41464	1	< 0.1%
0.96	1	< 0.1%

Value	Count	Frequency (%)
5158.56	1	< 0.1%
3071.68	1	< 0.1%
2681.36	1	< 0.1%
2434.24	1	< 0.1%
2114.88	1	< 0.1%
2033.92	1	< 0.1%
2004.32	1	< 0.1%
1834.32	1	< 0.1%
1763.68	1	< 0.1%
1641.12	1	< 0.1%

Var6
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
SKEWED
ZEROS

Distinct	1486
Distinct (%)	3.3%
Missing	520
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	1326.437116

Minimum	0
Maximum	131761
Zeros	976
Zeros (%)	2.2%
Negative	0
Negative (%)	0.0%
Memory size	351.6 KiB

Quantile statistics

Minimum	0
5-th percentile	56
Q1	518
median	861
Q3	1428
95-th percentile	3598
Maximum	131761
Range	131761
Interquartile range (IQR)	910

Descriptive statistics

Standard deviation	2685.693668
Coefficient of variation (CV)	2.024742549
Kurtosis	686.5016016
Mean	1326.437116
Median Absolute Deviation (MAD)	434
Skewness	20.52705486
Sum	58987985
Variance	7212950.48
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	976	2.2%
777	364	0.8%
805	361	0.8%
798	359	0.8%
791	357	0.8%
812	351	0.8%
833	335	0.7%
784	331	0.7%
826	329	0.7%
840	323	0.7%
Other values (1476)	40385	89.8%
(Missing)	520	1.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	976	2.2%
7	148	0.3%
14	196	0.4%
21	167	0.4%
28	160	0.4%
35	156	0.3%
42	149	0.3%
49	147	0.3%
56	153	0.3%
63	148	0.3%

Value	Count	Frequency (%)
131761	1	< 0.1%
115045	1	< 0.1%
114079	1	< 0.1%
110670	1	< 0.1%
110285	1	< 0.1%
105035	1	< 0.1%
103740	1	< 0.1%
101850	1	< 0.1%
91126	1	< 0.1%
82264	1	< 0.1%

Var38
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	30832
Distinct (%)	68.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2579106.928

Minimum	0
Maximum	18846900
Zeros	9405
Zeros (%)	20.9%
Negative	0
Negative (%)	0.0%
Memory size	351.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	7794
median	1290246
Q3	4570944
95-th percentile	8600040
Maximum	18846900
Range	18846900
Interquartile range (IQR)	4563150

Descriptive statistics

Standard deviation	3010076.456
Coefficient of variation (CV)	1.167100295
Kurtosis	0.5180993694
Mean	2579106.928
Median Absolute Deviation (MAD)	1290246
Skewness	1.09270252
Sum	1.160365998 × 10¹¹
Variance	9.060560274 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9405	20.9%
3628800	164	0.4%
7257600	151	0.3%
11404800	142	0.3%
518400	130	0.3%
1555200	122	0.3%
2073600	105	0.2%
10886400	87	0.2%
1036800	81	0.2%
4665600	80	0.2%
Other values (30822)	34524	76.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9405	20.9%
6	4	< 0.1%
12	2	< 0.1%
18	3	< 0.1%
30	2	< 0.1%
48	4	< 0.1%
54	4	< 0.1%
60	1	< 0.1%
66	2	< 0.1%
78	4	< 0.1%

Value	Count	Frequency (%)
18846900	1	< 0.1%
18175260	1	< 0.1%
18144000	5	< 0.1%
17209020	1	< 0.1%
17127060	1	< 0.1%
17100180	1	< 0.1%
17095620	1	< 0.1%
16982400	1	< 0.1%
16816620	1	< 0.1%
16790640	1	< 0.1%

Var134
Real number (ℝ_≥0)

ZEROS

Distinct	33181
Distinct (%)	73.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	437340.3849

Minimum	0
Maximum	5735340
Zeros	6629
Zeros (%)	14.7%
Negative	0
Negative (%)	0.0%
Memory size	351.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	29808
median	208928
Q3	614884
95-th percentile	1610140
Maximum	5735340
Range	5735340
Interquartile range (IQR)	585076

Descriptive statistics

Standard deviation	604341.4702
Coefficient of variation (CV)	1.381856081
Kurtosis	8.86097759
Mean	437340.3849
Median Absolute Deviation (MAD)	208628
Skewness	2.56593524
Sum	1.967638126 × 10¹⁰
Variance	3.652286125 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6629	14.7%
518400	240	0.5%
1209600	232	0.5%
172800	224	0.5%
345600	155	0.3%
864000	140	0.3%
691200	126	0.3%
1036800	125	0.3%
1382400	105	0.2%
2419200	104	0.2%
Other values (33171)	36911	82.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6629	14.7%
2	2	< 0.1%
4	1	< 0.1%
6	1	< 0.1%
8	1	< 0.1%
10	1	< 0.1%
20	2	< 0.1%
32	1	< 0.1%
36	1	< 0.1%
48	1	< 0.1%

Value	Count	Frequency (%)
5735340	1	< 0.1%
5725300	1	< 0.1%
5159340	1	< 0.1%
5041500	1	< 0.1%
4960240	1	< 0.1%
4951500	1	< 0.1%
4838400	24	0.1%
4815480	1	< 0.1%
4783440	1	< 0.1%
4653700	1	< 0.1%

Var125
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING
SKEWED
ZEROS

Distinct	10505
Distinct (%)	23.6%
Missing	530
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	27887.62518

Minimum	0
Maximum	5436045
Zeros	10134
Zeros (%)	22.5%
Negative	0
Negative (%)	0.0%
Memory size	351.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	234
median	6471
Q3	31617
95-th percentile	106236
Maximum	5436045
Range	5436045
Interquartile range (IQR)	31383

Descriptive statistics

Standard deviation	90128.38142
Coefficient of variation (CV)	3.231841394
Kurtosis	1030.805411
Mean	27887.62518
Median Absolute Deviation (MAD)	6471
Skewness	25.48195691
Sum	1239911703
Variance	8123125138
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	10134	22.5%
153	70	0.2%
171	57	0.1%
225	56	0.1%
117	55	0.1%
198	54	0.1%
423	52	0.1%
207	50	0.1%
261	49	0.1%
333	49	0.1%
Other values (10495)	33835	75.2%
(Missing)	530	1.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	10134	22.5%
9	7	< 0.1%
18	14	< 0.1%
27	15	< 0.1%
36	19	< 0.1%
45	23	0.1%
54	16	< 0.1%
63	21	< 0.1%
72	38	0.1%
81	39	0.1%

Value	Count	Frequency (%)
5436045	1	< 0.1%
4707558	1	< 0.1%
4224582	1	< 0.1%
3890952	1	< 0.1%
3876957	1	< 0.1%
3725487	1	< 0.1%
3583998	1	< 0.1%
3172383	1	< 0.1%
2982132	1	< 0.1%
2812932	1	< 0.1%

Var119
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
SKEWED
ZEROS

Distinct	1487
Distinct (%)	3.3%
Missing	520
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	916.1121855

Minimum	0
Maximum	105060
Zeros	1181
Zeros (%)	2.6%
Negative	0
Negative (%)	0.0%
Memory size	351.6 KiB

Quantile statistics

Minimum	0
5-th percentile	70
Q1	425
median	560
Q3	895
95-th percentile	2375
Maximum	105060
Range	105060
Interquartile range (IQR)	470

Descriptive statistics

Standard deviation	2165.433155
Coefficient of variation (CV)	2.363720502
Kurtosis	751.8609559
Mean	916.1121855
Median Absolute Deviation (MAD)	210
Skewness	22.45950376
Sum	40740425
Variance	4689100.75
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1181	2.6%
510	659	1.5%
520	620	1.4%
505	615	1.4%
500	604	1.3%
515	595	1.3%
525	576	1.3%
530	553	1.2%
495	550	1.2%
490	525	1.2%
Other values (1477)	37993	84.4%
(Missing)	520	1.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1181	2.6%
5	50	0.1%
10	76	0.2%
15	65	0.1%
20	70	0.2%
25	78	0.2%
30	81	0.2%
35	90	0.2%
40	87	0.2%
45	87	0.2%

Value	Count	Frequency (%)
105060	1	< 0.1%
99110	1	< 0.1%
95040	1	< 0.1%
90535	1	< 0.1%
87850	1	< 0.1%
81025	1	< 0.1%
79740	1	< 0.1%
75090	1	< 0.1%
71630	1	< 0.1%
70265	1	< 0.1%

Var76
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	29743
Distinct (%)	66.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1490153.837

Minimum	0
Maximum	19353600
Zeros	7076
Zeros (%)	15.7%
Negative	0
Negative (%)	0.0%
Memory size	351.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	89360
median	882000
Q3	2309884
95-th percentile	4843236
Maximum	19353600
Range	19353600
Interquartile range (IQR)	2220524

Descriptive statistics

Standard deviation	1853693.469
Coefficient of variation (CV)	1.243961143
Kurtosis	14.49326413
Mean	1490153.837
Median Absolute Deviation (MAD)	873536
Skewness	2.701615944
Sum	6.704351126 × 10¹⁰
Variance	3.436179478 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7076	15.7%
1382400	916	2.0%
2764800	751	1.7%
5529600	553	1.2%
4838400	427	0.9%
4147200	426	0.9%
691200	316	0.7%
2073600	277	0.6%
3456000	274	0.6%
6220800	230	0.5%
Other values (29733)	33745	75.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7076	15.7%
8	4	< 0.1%
16	1	< 0.1%
24	1	< 0.1%
32	1	< 0.1%
40	3	< 0.1%
48	2	< 0.1%
64	2	< 0.1%
72	1	< 0.1%
80	1	< 0.1%

Value	Count	Frequency (%)
19353600	37	0.1%
19255840	1	< 0.1%
19211840	1	< 0.1%
19161680	1	< 0.1%
18471760	1	< 0.1%
18293120	1	< 0.1%
18130800	1	< 0.1%
18027120	1	< 0.1%
17912000	1	< 0.1%
17779360	1	< 0.1%

Var94
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	20002
Distinct (%)	72.4%
Missing	17371
Missing (%)	38.6%
Infinite	0
Infinite (%)	0.0%
Mean	98671.06586

Minimum	0
Maximum	5640330
Zeros	517
Zeros (%)	1.1%
Negative	0
Negative (%)	0.0%
Memory size	351.6 KiB

Quantile statistics

Minimum	0
5-th percentile	270
Q1	8630.25
median	41091
Q3	117353.25
95-th percentile	373667.7
Maximum	5640330
Range	5640330
Interquartile range (IQR)	108723

Descriptive statistics

Standard deviation	180633.2968
Coefficient of variation (CV)	1.83066125
Kurtosis	105.6881779
Mean	98671.06586
Median Absolute Deviation (MAD)	38088
Skewness	7.171572418
Sum	2725294839
Variance	3.262838791 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	517	1.1%
36	38	0.1%
72	31	0.1%
108	30	0.1%
144	28	0.1%
216	26	0.1%
84	23	0.1%
60	23	0.1%
24	22	< 0.1%
96	22	< 0.1%
Other values (19992)	26860	59.7%
(Missing)	17371	38.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	517	1.1%
6	7	< 0.1%
9	5	< 0.1%
12	12	< 0.1%
18	20	< 0.1%
24	22	< 0.1%
27	11	< 0.1%
30	4	< 0.1%
36	38	0.1%
42	11	< 0.1%

Value	Count	Frequency (%)
5640330	1	< 0.1%
4366650	1	< 0.1%
4354110	1	< 0.1%
3869280	1	< 0.1%
3256830	1	< 0.1%
3128910	1	< 0.1%
3111960	1	< 0.1%
3075570	1	< 0.1%
2901870	1	< 0.1%
2772249	1	< 0.1%

Var21
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
MISSING
SKEWED
ZEROS

Distinct	734
Distinct (%)	1.7%
Missing	520
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	234.5182254

Minimum	0
Maximum	36272
Zeros	1815
Zeros (%)	4.0%
Negative	0
Negative (%)	0.0%
Memory size	351.6 KiB

Quantile statistics

Minimum	0
5-th percentile	12
Q1	112
median	144
Q3	228
95-th percentile	624
Maximum	36272
Range	36272
Interquartile range (IQR)	116

Descriptive statistics

Standard deviation	565.5601466
Coefficient of variation (CV)	2.411582919
Kurtosis	905.9595407
Mean	234.5182254
Median Absolute Deviation (MAD)	56
Skewness	23.7327518
Sum	10429260
Variance	319858.2794
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
132	1847	4.1%
136	1828	4.1%
0	1815	4.0%
124	1701	3.8%
128	1680	3.7%
140	1553	3.5%
144	1363	3.0%
148	1099	2.4%
152	968	2.2%
120	959	2.1%
Other values (724)	29658	65.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1815	4.0%
4	121	0.3%
8	148	0.3%
12	164	0.4%
16	392	0.9%
20	554	1.2%
24	523	1.2%
28	487	1.1%
32	477	1.1%
36	430	1.0%

Value	Count	Frequency (%)
36272	1	< 0.1%
24940	1	< 0.1%
22376	1	< 0.1%
21768	1	< 0.1%
21336	1	< 0.1%
20708	1	< 0.1%
20652	1	< 0.1%
20568	1	< 0.1%
19772	1	< 0.1%
19304	1	< 0.1%

Var140
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
MISSING
SKEWED
ZEROS

Distinct	2648
Distinct (%)	6.0%
Missing	530
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	1381.259643

Minimum	0
Maximum	520545
Zeros	13090
Zeros (%)	29.1%
Negative	0
Negative (%)	0.0%
Memory size	351.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	220
Q3	1350
95-th percentile	6510
Maximum	520545
Range	520545
Interquartile range (IQR)	1350

Descriptive statistics

Standard deviation	3990.510522
Coefficient of variation (CV)	2.889037221
Kurtosis	6495.231107
Mean	1381.259643
Median Absolute Deviation (MAD)	220
Skewness	53.18814161
Sum	61412185
Variance	15924174.22
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	13090	29.1%
5	552	1.2%
10	480	1.1%
15	412	0.9%
20	370	0.8%
30	305	0.7%
40	292	0.6%
25	289	0.6%
65	264	0.6%
35	262	0.6%
Other values (2638)	28145	62.6%
(Missing)	530	1.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	13090	29.1%
5	552	1.2%
10	480	1.1%
15	412	0.9%
20	370	0.8%
25	289	0.6%
30	305	0.7%
35	262	0.6%
40	292	0.6%
45	254	0.6%

Value	Count	Frequency (%)
520545	1	< 0.1%
124445	1	< 0.1%
101060	1	< 0.1%
92095	1	< 0.1%
77240	1	< 0.1%
69785	1	< 0.1%
54765	1	< 0.1%
54355	1	< 0.1%
53705	1	< 0.1%
49290	1	< 0.1%

Var160
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	402
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.80300505

Minimum	0
Maximum	4862
Zeros	3848
Zeros (%)	8.6%
Negative	0
Negative (%)	0.0%
Memory size	351.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	10
median	22
Q3	42
95-th percentile	114
Maximum	4862
Range	4862
Interquartile range (IQR)	32

Descriptive statistics

Standard deviation	99.49714925
Coefficient of variation (CV)	2.564160923
Kurtosis	663.9229098
Mean	38.80300505
Median Absolute Deviation (MAD)	16
Skewness	20.52796943
Sum	1745786
Variance	9899.682708
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3848	8.6%
22	1898	4.2%
2	1855	4.1%
6	1850	4.1%
4	1831	4.1%
20	1827	4.1%
18	1806	4.0%
8	1781	4.0%
16	1679	3.7%
10	1651	3.7%
Other values (392)	24965	55.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	3848	8.6%
2	1855	4.1%
4	1831	4.1%
6	1850	4.1%
8	1781	4.0%
10	1651	3.7%
12	1509	3.4%
14	1559	3.5%
16	1679	3.7%
18	1806	4.0%

Value	Count	Frequency (%)
4862	1	< 0.1%
4658	1	< 0.1%
4096	1	< 0.1%
4030	1	< 0.1%
3820	1	< 0.1%
3568	1	< 0.1%
3500	1	< 0.1%
3416	1	< 0.1%
3182	1	< 0.1%
3156	1	< 0.1%

Var13
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
MISSING
ZEROS

Distinct	2634
Distinct (%)	5.9%
Missing	530
Missing (%)	1.2%
Infinite	0
Infinite (%)	0.0%
Mean	1249.688401

Minimum	0
Maximum	197872
Zeros	12258
Zeros (%)	27.2%
Negative	0
Negative (%)	0.0%
Memory size	351.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	232
Q3	1604
95-th percentile	5292
Maximum	197872
Range	197872
Interquartile range (IQR)	1604

Descriptive statistics

Standard deviation	2794.954874
Coefficient of variation (CV)	2.236521417
Kurtosis	669.9217499
Mean	1249.688401
Median Absolute Deviation (MAD)	232
Skewness	14.70173676
Sum	55562396
Variance	7811772.745
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	12258	27.2%
4	703	1.6%
8	436	1.0%
12	366	0.8%
16	339	0.8%
24	324	0.7%
20	317	0.7%
28	286	0.6%
36	256	0.6%
44	239	0.5%
Other values (2624)	28937	64.3%
(Missing)	530	1.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	12258	27.2%
4	703	1.6%
8	436	1.0%
12	366	0.8%
16	339	0.8%
20	317	0.7%
24	324	0.7%
28	286	0.6%
32	237	0.5%
36	256	0.6%

Value	Count	Frequency (%)
197872	1	< 0.1%
97364	1	< 0.1%
81268	1	< 0.1%
80160	1	< 0.1%
71864	1	< 0.1%
62684	1	< 0.1%
61040	1	< 0.1%
57724	1	< 0.1%
51536	1	< 0.1%
50280	1	< 0.1%

Var123
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
SKEWED
ZEROS

Distinct	298
Distinct (%)	0.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	60.18803761

Minimum	0
Maximum	13086
Zeros	9405
Zeros (%)	20.9%
Negative	0
Negative (%)	0.0%
Memory size	351.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	6
median	30
Q3	72
95-th percentile	138
Maximum	13086
Range	13086
Interquartile range (IQR)	66

Descriptive statistics

Standard deviation	221.5513025
Coefficient of variation (CV)	3.680985645
Kurtosis	1119.271439
Mean	60.18803761
Median Absolute Deviation (MAD)	30
Skewness	28.35425188
Sum	2707920
Variance	49084.97962
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	9405	20.9%
6	3863	8.6%
12	3044	6.8%
18	2540	5.6%
24	2143	4.8%
30	1784	4.0%
48	1727	3.8%
54	1685	3.7%
36	1661	3.7%
60	1657	3.7%
Other values (288)	15482	34.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	9405	20.9%
6	3863	8.6%
12	3044	6.8%
18	2540	5.6%
24	2143	4.8%
30	1784	4.0%
36	1661	3.7%
42	1615	3.6%
48	1727	3.8%
54	1685	3.7%

Value	Count	Frequency (%)
13086	1	< 0.1%
10704	1	< 0.1%
10362	1	< 0.1%
9636	1	< 0.1%
9600	1	< 0.1%
9468	1	< 0.1%
9456	1	< 0.1%
9408	1	< 0.1%
8976	1	< 0.1%
7620	1	< 0.1%

appetency
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	351.6 KiB

-1	44213
1	778

Length

Max length	2
Median length	2
Mean length	1.982707653
Min length	1

Characters and Unicode

Total characters	0
Distinct characters	0
Distinct categories	0 ?
Distinct scripts	0 ?
Distinct blocks	0 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	-1
2nd row	-1
3rd row	-1
4th row	-1
5th row	-1

Common Values

Value	Count	Frequency (%)
-1	44213	98.3%
1	778	1.7%

Length

Histogram of lengths of the category

Pie chart

Value	Count	Frequency (%)
1	44991	100.0%

Most occurring characters

Value	Count	Frequency (%)
No values found.

Most occurring categories

Value	Count	Frequency (%)
No values found.

Most frequent character per category

Most occurring scripts

Value	Count	Frequency (%)
No values found.

Most frequent character per script

Most occurring blocks

Value	Count	Frequency (%)
No values found.

Most frequent character per block

ValidValues
Real number (ℝ_≥0)

Distinct	8
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.23811429

Minimum	12
Maximum	21
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	351.6 KiB

Quantile statistics

Minimum	12
5-th percentile	19
Q1	20
median	20
Q3	21
95-th percentile	21
Maximum	21
Range	9
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	0.8947263637
Coefficient of variation (CV)	0.04420996694
Kurtosis	6.7329992
Mean	20.23811429
Median Absolute Deviation (MAD)	1
Skewness	-2.00571114
Sum	910533
Variance	0.800535266
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
21	19576	43.5%
20	19268	42.8%
19	5098	11.3%
16	513	1.1%
17	486	1.1%
15	47	0.1%
14	2	< 0.1%
12	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
12	1	< 0.1%
14	2	< 0.1%
15	47	0.1%
16	513	1.1%
17	486	1.1%
19	5098	11.3%
20	19268	42.8%
21	19576	43.5%

Value	Count	Frequency (%)
21	19576	43.5%
20	19268	42.8%
19	5098	11.3%
17	486	1.1%
16	513	1.1%
15	47	0.1%
14	2	< 0.1%
12	1	< 0.1%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	Unnamed: 0	Var113	Var57	Var126	Var81	Var73	Var133	Var153	Var28	Var6	Var38	Var134	Var125	Var119	Var76	Var94	Var21	Var140	Var160	Var13	Var123	appetency	ValidValues
0	0	117625.60	4.076907	8.0	7333.11	36	1212385.0	1812252.0	166.56	1526.0	3570.0	69134.0	720.0	1175.0	1350864.0	NaN	464.0	185.0	142.0	184.0	6.0	-1	20
1	1	-356411.60	5.408032	NaN	151098.90	26	4136430.0	10439160.0	353.52	525.0	4764966.0	357038.0	0.0	590.0	2872928.0	58158.0	168.0	0.0	32.0	0.0	72.0	-1	20
2	2	405104.00	6.599658	-28.0	16211.58	130	3478905.0	9826360.0	220.08	5236.0	5883894.0	248932.0	5967.0	3230.0	1675776.0	NaN	1212.0	800.0	206.0	904.0	114.0	-1	20
3	3	-275703.60	1.988250	-14.0	NaN	12	0.0	0.0	22.08	NaN	0.0	0.0	0.0	NaN	0.0	NaN	NaN	0.0	0.0	0.0	0.0	-1	16
4	4	10714.84	4.552446	58.0	37423.50	82	150650.0	644836.0	200.00	1029.0	0.0	66046.0	15111.0	215.0	784448.0	89754.0	64.0	3255.0	2.0	3216.0	0.0	-1	21
5	5	369814.00	0.166417	NaN	11370.72	126	641020.0	745620.0	200.00	658.0	0.0	43684.0	1935.0	755.0	209048.0	NaN	224.0	355.0	68.0	3156.0	0.0	-1	19
6	6	-808528.00	5.448622	-24.0	31655.40	114	1664450.0	2345424.0	176.56	1680.0	13158.0	104978.0	13194.0	1080.0	1030800.0	NaN	308.0	1665.0	52.0	2952.0	24.0	-1	20
7	7	101923.60	5.067507	-8.0	402441.00	18	3839825.0	10577000.0	230.56	77.0	3776496.0	1284128.0	0.0	215.0	0.0	NaN	32.0	0.0	6.0	0.0	12.0	-1	20
8	8	161314.40	2.045717	NaN	117761.70	72	3830510.0	10405680.0	300.32	1176.0	6014460.0	203586.0	2754.0	790.0	1933712.0	45645.0	200.0	3080.0	26.0	2912.0	90.0	-1	20
9	9	842480.00	6.326853	NaN	149686.50	114	2577245.0	7608840.0	166.56	1141.0	5317974.0	210014.0	6561.0	1065.0	1858088.0	125064.0	208.0	155.0	28.0	164.0	66.0	-1	20

Last rows

	Unnamed: 0	Var113	Var57	Var126	Var81	Var73	Var133	Var153	Var28	Var6	Var38	Var134	Var125	Var119	Var76	Var94	Var21	Var140	Var160	Var13	Var123	appetency	ValidValues
44981	49989	554276.0	1.395642	-24.0	187491.90	56	4266085.0	10609400.0	301.60	819.0	4920432.0	633616.0	126.0	560.0	2534456.0	21504.0	140.0	220.0	22.0	24.0	66.0	-1	21
44982	49990	-224513.2	3.279641	-28.0	118875.30	146	9833250.0	8641520.0	186.64	1456.0	17154.0	381750.0	33732.0	890.0	0.0	64131.0	36.0	3360.0	10.0	2468.0	6.0	-1	21
44983	49991	49544.0	5.180517	NaN	27292.08	28	2691825.0	10176080.0	415.92	1981.0	2074416.0	1872306.0	0.0	2515.0	3716504.0	401535.0	136.0	0.0	18.0	0.0	30.0	-1	20
44984	49992	-863436.0	3.598804	-30.0	74516.09	68	2456970.0	5392960.0	210.00	1295.0	2131206.0	203168.0	17478.0	1015.0	1579632.0	288420.0	420.0	6275.0	86.0	1672.0	78.0	-1	21
44985	49993	135192.0	4.537919	8.0	57838.80	32	4519225.0	10451280.0	253.52	2226.0	2848182.0	1267338.0	35019.0	705.0	1636536.0	13152.0	136.0	165.0	24.0	1236.0	36.0	-1	21
44986	49994	304881.2	0.437941	-26.0	13791.54	14	1209150.0	3640968.0	336.56	266.0	2214786.0	227884.0	0.0	990.0	356104.0	114933.0	792.0	0.0	104.0	0.0	324.0	-1	21
44987	49995	85899.6	2.757958	-28.0	219451.20	22	4467425.0	10367040.0	288.08	357.0	6042420.0	0.0	0.0	510.0	2764800.0	3825.0	132.0	0.0	22.0	0.0	84.0	1	21
44988	49996	-1461768.0	0.594958	-30.0	8836.47	132	1433830.0	1344900.0	166.56	1078.0	0.0	39652.0	29862.0	1460.0	224344.0	4812.0	380.0	0.0	150.0	2736.0	0.0	1	21
44989	49997	105957.6	6.574023	NaN	6124.29	166	734845.0	1242044.0	166.56	2807.0	42210.0	131588.0	7209.0	1745.0	633552.0	161457.0	568.0	675.0	124.0	1460.0	42.0	-1	20
44990	49999	150766.4	1.134800	-30.0	61882.50	38	7412900.0	10679800.0	220.08	1694.0	2691228.0	95728.0	10296.0	665.0	4571696.0	32274.0	192.0	3350.0	50.0	828.0	36.0	-1	21

Overview

Variables

Common Values

Length

Pie chart

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows